/DeepNetEI

This is our MSc project in St. Xaviers College, Kolkata. This project is about using Edge intelligence to detect major pandemic diseases.

Primary LanguageHTML

DeepNet Model with Edge Intelligence

The whole project can be classified in the following two parts:

Deep Learning part

  1. NNmodels_and_Docs/main.py: Neural Network model training, built using Tensorflow.
  2. app.py: Web app for the models.

Simulation of the Edge

Done using PureEdgeSim simulator

Dependencies

  1. python3
  2. tensorflow
  3. numpy
  4. matplotlib
  5. flask etc.

Web-app

Deployed in Heroku server.
Access: https://dnedge.herokuapp.com

Datasets

Diabetes

https://www.kaggle.com/uciml/pima-indians-diabetes-database

Heart

https://www.kaggle.com/ronitf/heart-disease-uci

Covid

https://github.com/nshomron/covidpred

Radiography images dataset

https://www.kaggle.com/tawsifurrahman/covid19-radiography-database